Operations | Monitoring | ITSM | DevOps | Cloud

Kubernetes vs Docker: 7 Key Differences

It’s impossible to learn about containerization without hearing about Docker and Kubernetes. These two tools together dominate the world of containers, both being the de facto standard in what they each do. When you’re first getting started learning about containers, it can be quite a challenge to figure out the differences between these two tools.

What is Resilience Testing: The Ultimate Guide

Today’s complex, dynamic applications demand rigorous resilience testing. A common hurdle is accurately mimicking real user behavior. This post discusses a possible solution: production traffic replication (PTR), a technique that captures actual user interactions to enhance chaos testing, and the principle of intentionally introducing failures to evaluate application recovery.

What are Preview Environments?

Local preview environments are transforming how developers test and validate code changes before merging them into the main codebase. Acting as temporary cloud environments, they provide a production-like setting where new features and bug fixes can be tested in isolation, catching issues early and streamlining the development code review process. These environments are crucial for enhancing development velocity, especially in CI/CD workflows used by DevOps engineers and QA teams.

What is a Demo Environment?

One of the most important aspects of a product is the ability to showcase its functionality. In the API space, it’s very important for a product to not just claim something, but to show that utility and use. One of the best ways to do this is through the use of a demo environment. A demo environment is a perfect method to surface a specific use case or example for users, showcasing functionality that is often tailored to a specific interest group.

A Developer's Guide to Continuous Performance Testing

Today’s fast-paced development environments require new approaches to testing. Enter continuous performance testing. Unlike traditional performance testing, automated continuous performance testing is part of every build, monitoring the application continuously under increased load. With continuous performance tests, organizations with lots of users can expect to improve the customer experience, prevent major outages, and find and resolve issues faster.

Build and Deploy Kubernetes Applications with Skaffold

Skaffold is a command line tool that facilitates continuous development by streamlining the workflow for building, pushing, and deploying Kubernetes applications. Skaffold handles the complexities of Kubernetes deployments, allowing developers to focus on local application iteration while managing deployments efficiently. Get started with our tutorial.

Boosting Developer Productivity: Specific Metrics to Measure and Improve

As we close out 2024, developer productivity and happiness continue to be a focus for many organizations. Platform engineering can play a pivotal role in shaping the developer experience. With the growing complexity of distributed systems and the ever-pressing need for faster delivery cycles, platform engineers are uniquely positioned to enable developers to focus on what they do best: shipping high-quality code.

What is Ephemeral Data?

When it comes to different concepts around data within software development, the concept of ephemeral data is gaining traction. But what exactly is ephemeral data, and why should you care? Ephemeral data is temporary information that exists only for a short period or for a specific purpose. Think of it like a disappearing message or a fleeting snapshot of a moment in time. It offers numerous benefits, including increased privacy, improved security, and greater system efficiency.
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Top Traffic Shadowing Alternatives for Efficient Load Testing and Refactoring

This article explores the best alternatives to traffic shadowing for conducting efficient load testing and refactoring. Traffic shadowing has been a popular technique, however, it's not without its challenges and limitations. We delve into several innovative methods that promise to provide deeper insights, improved accuracy, and greater efficiency. These alternatives are designed to help developers ensure their applications can handle traffic at scale while maintaining a high-quality user experience, highlighting the strengths and weaknesses of each approach to help you make informed decisions in your testing strategy.

What are Ephemeral Environments?

Development teams and product managers have many variables that affect their daily processes, but perhaps the most impactful is the nature of their development environment. Having a proper development environment can fundamentally change the efficacy of an entire engineering team, unlocking incredible productivity and iterative development at scale.